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DD

Benchmarks

Task NameDataset NameSOTA ResultTrend
Graph ClassificationDD
Accuracy88.1
175
Graph ClassificationDD (test)
Accuracy86.54
44
Graph ClassificationDD D0 → D1 (target)
Accuracy52.8
30
Semi-supervised graph classificationDD (10-fold cross-validation)
Accuracy81.8
21
Graph ClassificationDD TUDataset
Accuracy95.9
20
MCESDD (20% test)
MSE0.097
18
Graph ClassificationDD size shift (test)
MCC0.33
17
Graph-level classificationDD
MCC0.652
16
Graph ClassificationDD D3→D2 node density shift (test)
Accuracy80.8
15
Graph ClassificationDD D3→D1 node density shift (test)
Accuracy0.812
15
Graph ClassificationDD D3→D0 node density shift (test)
Accuracy63.7
15
Graph ClassificationDD D2→D3 node density shift (test)
Accuracy83.7
15
Graph ClassificationDD D2→D1 node density shift (test)
Accuracy62.5
15
Graph ClassificationDD D2→D0 node density shift (test)
Accuracy80.8
15
Graph ClassificationDD D1→D3 node density shift (test)
Accuracy86.5
15
Graph ClassificationDD D1→D2 node density shift (test)
Accuracy80.1
15
Graph ClassificationDD node density shift D1→D0 (test)
Accuracy82.1
15
Graph ClassificationDD D0→D3 node density shift (test)
Accuracy72.8
15
Graph ClassificationDD D0→D2 node density shift (test)
Accuracy67.7
15
Graph ClassificationDD D3 → D2 (target)
Accuracy75.1
15
Graph ClassificationDD D3 → D1 (target)
Accuracy87.1
15
Graph ClassificationDD D3 → D0 (target)
Accuracy60.9
15
Graph ClassificationDD D2 → D3 (target)
Accuracy78.5
15
Graph ClassificationDD D2 → D1 (target)
Accuracy58.7
15
Graph ClassificationDD D2 → D0 (target)
Accuracy79.2
15
Showing 25 of 46 rows